Title of article
A note on the fourth cumulant of a finite mixture distribution
Author/Authors
Loperfido، نويسنده , , Nicola، نويسنده ,
Issue Information
دوفصلنامه با شماره پیاپی سال 2014
Pages
9
From page
386
To page
394
Abstract
The paper shows that the fourth cumulant of a finite mixture distribution might be decomposed into the mean of the components’ fourth cumulants and the fourth cumulant of the components’ means, when the mixture’s components have the same second and third cumulants. Statistical applications include robustness properties of likelihood-based testing procedures and kurtosis-based projection methods. Practical relevance of theoretical results in the paper are illustrated with two well-known data sets.
Keywords
Covariance testing , Cluster analysis , Finite mixture model , generalized skew-normal , kurtosis , Tensor rank
Journal title
Journal of Multivariate Analysis
Serial Year
2014
Journal title
Journal of Multivariate Analysis
Record number
1566553
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